Evidence map›Paper›PMID 41779010›Full record

ArticleClinical cancer research : an official journal of the American Association for Cancer Research2026

Spatial Transcriptomics Reveals Location-Specific Tumor Cell Subtypes and Signaling within Multifocal Small Intestinal Neuroendocrine Tumors.

Akitada Yogo, Naoki Akanuma, Grace E Kim, Netta Mäkinen, Chrissie Thirlwell, Eric K Nakakura

Abstract read
In one paragraph

Article in Clinical cancer research : an official journal of the American Association for Cancer Research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Akitada YogoDivision of Surgical Oncology, Section of Hepatopancreaticobiliary Surgery, Department of Surgery, University of California, San Francisco, San Francisco, California.ORCID 0000-0002-7434-6974
Naoki AkanumaDepartment of Pathology and Laboratory Medicine, University of California Davis, Sacramento, California.ORCID 0000-0002-4165-1550
Grace E KimHelen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, California.ORCID 0000-0003-4603-9448
Netta MäkinenDepartment of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.ORCID 0000-0003-0104-7794
Chrissie ThirlwellBristol Medical School, University of Bristol, Bristol, United Kingdom.ORCID 0000-0003-3962-5780
Eric K NakakuraDivision of Surgical Oncology, Section of Hepatopancreaticobiliary Surgery, Department of Surgery, University of California, San Francisco, San Francisco, California.ORCID 0009-0007-3714-7072

Funding

Neuroendocrine Tumor Research Foundation (NETRF) Accelerator GrantPlaczek Family Foundation
6 · The paper itself

Abstract

purposeSmall intestinal neuroendocrine tumors (SI-NET) frequently present as multifocal lesions, but the molecular mechanisms underlying their development and heterogeneity remain unclear. This study aimed to characterize the phenotypes of tumor cell populations across anatomic sites in patients with multifocal SI-NET and identify local microenvironmental factors influencing tumor development. EXPERIMENTAL

designSpatial transcriptomics was performed on 72 tissue microarray cores derived from 4 patients with multifocal SI-NETs that included tumoral and nontumoral tissues from various anatomic layers of the small intestine and regional metastatic sites. Unsupervised clustering, overrepresentation analysis, and ligand-receptor (L-R) pair analysis were used to define the tumor cell subtypes and associated signaling networks. External datasets were used for validation. Protein expression of selected genes was evaluated by immunohistochemistry and immunofluorescence.

resultsUnsupervised clustering revealed four major tumor cell subtypes: "mucosal," "mesenteric," "lymphatic," and "deep," based on their anatomic location and transcriptomic profiles. Each subtype exhibited distinct gene expression patterns and L-R interactions. The "mesenteric" and "lymphatic" subtypes exhibited distinct L-R pairs, such as NRG1-ERBB3 (HER3) and CXCL12-CXCR4, respectively. 5HT-HTR1D was found in all subtypes except "mucosal." Across the four subtypes, SST-SSTR1/2, PTN-NCL, MDK-NCL, and GJD2-GJD2 were consistently detected, suggesting fundamental roles in SI-NET biology.

conclusionsAlthough further validation is needed, our findings indicate that multifocal SI-NETs consist of spatially distinct tumor cell subtypes affected by local cellular interactions, providing insight into SI-NET intratumoral heterogeneity, possible microenvironment-triggered tumorigenesis, and potential subtype-targeted therapeutic strategies.

Indexed as

Intestinal NeoplasmsIntestine, SmallNeuroendocrine TumorsSignal TransductionTranscriptomeBiomarkers, TumorFemaleGene Expression ProfilingGene Expression Regulation, NeoplasticHumansMaleSpatial TranscriptomicsTumor MicroenvironmentBiomarkers, Tumor

Identifiers

PMID41779010
PMCPMC13176825

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.